PRECISION
OVER PROBABILITY.

The era of generic chat is ending. Welcome to the age of modular intelligence. Explore the suite of solutions that decouple logic from language.

Orrin Apps Beta v0.0.1

PYTHON LOGIC.
NEXT.JS UI.

Construct the backend logic with our Python SDK and craft the perfect interface with Next.js. Deploy standalone solutions directly to the Orrin Ecosystem.

// THE MISSION

Decentralizing The
Intelligence Stack.

We believe the "Chatbot" is a transitional interface. While Large Language Models (LLMs) are exceptional at conversational nuances and broad knowledge retrieval, they suffer from a critical flaw: Hallucination in Logic. When you ask a generalist AI to perform a specialized, deterministic task - like parsing a complex legal calendar or refactoring a specific git dependency - it guesses.

Orrin Apps was founded on a singular premise: Intelligence should be modular. We have built an ecosystem where the conversational interface (Orrin Core) acts merely as a conductor. The actual work is performed by highly specialized, developer-built apps that execute code, not guesses.

// PARADIGM SHIFT

Stop Chatting. Start Solving.

The "Chatbot" is a bottleneck. It forces you to negotiate with a probabilistic model to get a deterministic result. Orrin Apps replace the "Wall of Text" with precise, interactive UIs.

The Old Way
Write a python script to convert CSV to JSON but handle date formats...
Certainly. Here is a script. Note that I assumed the date format is YYYY-MM-DD.

def convert(file):...
No, the dates are ISO 8601. And you missed the headers.
I apologize for the oversight. Here is the corrected version tailored to ISO 8601...

import json...
It's still throwing a key error on line 42.
My mistake. It seems I hallucinated a column name. Let me try again...

Tedious Negotiation

Chatting is slow. Ambiguity is high.

The Orrin Way
Universal Converter
data.csv
CONVERT
JSON Validator
Syntax Pass
Schema Pass
Visualizer

Instant Utility

No talking. Just specialized tools built by developers.

// GENESIS

How a Solution is Born.

"Orrin Apps" is the ecosystem. The solutions hosted here are standalone, rigorous software packages. The lifecycle of a solution ensures that the Core Platform is extended by accuracy, not just complexity.

Identification

It begins with a limitation, or chatbot based application that can be packaged as a small-scale UI-based solution. This defines the need for a specialized App.

Standalone Development

Developers build a standalone App. Utilizing the Orrin SDK, they write Python for backend rigor and Next.js for a custom interface.

Ecosystem Integration

The solution is deployed to the Orrin Apps Ecosystem. Users can then explore the marketplace for solutions, or even submit recommendations. The core Orrin platform will eventually add support for imbedding the small-scale solutions into the platform.

// THE PHILOSOPHY

Why "Apps" Outperform "Agents".

Deterministic Reliability

Generic Agents are probabilistic. Standalone Apps are deterministic; they execute binary code. If you need 2+2 to equal 4 every single time, you need code, not a language model.

Data Sovereignty

When you paste data into a generic chatbot, it often enters a training void. Apps on Orrin process data in isolated, ephemeral containers without absorbing your IP.

Interface Utility

Text is not always the best output. Orrin Apps render custom UI components (Graphs, Tables, Interactive Widgets) directly in the conversation stream.

Booting
// System_Monitor.log
[CHECK] Orrin_Web_Platform
> API_Hooks OK
> Runtime_Embed PENDING_UPDATE
[CHECK] Marketplace_Content
> Index_Status EMPTY
> Dev_Onboarding REQUIRED
[INIT] Release_v0.0.1
> Status: LOCKED
Initialization Progress 64% (approximation)
⚠ Pre-Beta Environment

The Ecosystem is Initializing.

Orrin Apps is currently in Pre-Beta. While the Beta v0.0.1 release is slated for the near future, we have not set a specific release window.

Before we open the gates to users, two architectural dependencies must be resolved:

  • Platform Updates: The core web-based Orrin platform is undergoing development to support the embedding of third-party App interfaces.
  • Developer Critical Mass: An ecosystem is nothing without tools. We require developers to onboard and populate the marketplace before the user release.
// THE BUILDER'S IMPERATIVE

Assert Your Skill.
Build The Future.

The AI revolution has been dominated by "Prompt Engineering"—a transient skill. Orrin Apps returns power to the Software Engineer. We are building a platform where rigorous code is the currency.

Here, you are not limited by context windows. You are given a blank canvas, a powerful runtime, and a direct line to users. Build a tool, deploy it to the global marketplace, and establish your reputation.

// Deployment

Super Super Simple Deployment.

user@orrin-dev: ~/projects/[your_app]
~/[your_app] orrin deploy
Validating app backend OK
Bundling Next.js frontend... Done (20ms)
Compiling Python backend... Done (12ms)
Optimizing assets for edge... Done
Deployment Successful!
Preview: https://apps.stellr-company.com/[your_app_name]/current Status: ● Live (Edge Global) Latency: 18ms
~/[your_app] _
// EXECUTION STANDARD

The Runtime Environment

Orrin Apps do not run on the client's device, nor do they run within the LLM's memory context. They run in Orrin Nodes - ephemeral, serverless containers optimized for high-throughput Python execution.

State Management: Every app invocation creates a fresh instance. We enforce a stateless architecture. Communication between frontend and backend is handled via frontends Next.js SDK.

Latency & Edge: Our node distribution ensures that your logic runs on the edge closest to the user. This minimizes the "thinking time" delay.

runtime_monitor.log ● LIVE
10:42:01 [INIT] Container spin-up (cold start) 12ms
10:42:01 [AUTH] Validating API signature 04ms
10:42:01 [EXEC] @orrin.app/logic_processor 128ms
10:42:02 [RENDER] Hydrating Next.js Component 45ms
10:42:02 [KILL] Graceful shutdown & garbage coll. 08ms
>> Total Roundtrip: 197ms
// ARCHITECTURE

The Dual-Stack Approach

Real applications need real code. We separate logic from presentation to ensure security, speed, and modularity. You build the engine, we provide the chassis.

Python SDK

The Backbone. Use orrin-sdk to create the core logic. This handles data processing, API calls to external services, and context manipulation.

View Python Docs →
from orrinsdk import OrrinSDK

orrin_sdk = OrrinSDK( developer_api_key='[your_developer_api_key]', app_name='AppName', desc='Description of app' )
@orrin_sdk.action(name="test") def test(): # Backend logic executes securely here return { "message": "test done!" }

orrin_sdk.finalize()

Next.js SDK

The Interface. Use @orrin/next to access the backend code and render the UI. This allows you to build rich, interactive components.

View JS Docs →
import { useOrrinBackend } from '@orrin/next';

export default function AppInterface() {
  const { execute } = useOrrinBackend('test');
  
  return (
    <OrrinCard title="Cleaner">
       <Button onClick={() => execute()} />
    </OrrinCard>
  );
}
// STATUS

Platform Roadmap

CURRENT: v0.0.1 (Beta)

Core SDK availability. Manual app review process. Hosting provided free of charge during the beta window.

NEXT: v0.1.0 (Q3)

Automated CI/CD pipelines for deployment. Introduction of the "Marketplace" public directory for all users.

FUTURE: v1.0.0 (Public)

Full public access. Monetization payout rails live. Developer analytics dashboard.

// EXPANSION

Monetization & Growth

We are building Orrin Apps to be a sustainable ecosystem for developers. As we exit Beta, we will introduce robust monetization tools to ensure your code pays dividends.

Direct Sales & Subs

Set a price for your app or a monthly subscription. Orrin takes a flat 15% platform fee.

Ad Injection API

Opt-in to non-intrusive, context-aware advertising within free versions of your tools.

Access the Beta Console